{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:42:25.783273Z",
     "start_time": "2018-11-29T11:42:19.442220Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import tushare as ts \n",
    "import matplotlib.pyplot as plt  \n",
    "from scipy.optimize import minimize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:42:25.803365Z",
     "start_time": "2018-11-29T11:42:25.783273Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#根据股票代码列表获取股票价格\n",
    "def get_prices(stock_list,start_date,end_date,price_type):\n",
    "    price_df = pd.DataFrame()\n",
    "    pro = ts.pro_api('')\n",
    "    \n",
    "    #逐个获取列表中的股票价格\n",
    "    for stock_code in stock_list:\n",
    "        all_price=pro.daily(ts_code=stock_code,start_date=start_date,end_date=end_date)\n",
    "       \n",
    "        price=all_price.loc[:,[price_type]]\n",
    "        price.columns = [stock_code]\n",
    "       \n",
    "        if price_df.empty:\n",
    "            price_df=price\n",
    "        else:\n",
    "            price_df=pd.merge(price_df,price,left_index = True,right_index = True,how = 'outer')\n",
    "    return price_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:42:25.822314Z",
     "start_time": "2018-11-29T11:42:25.805363Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#根据投资组合中股票的权重、历史价格和无风险利率计算投资组合的年收益、风险、夏普比率\n",
    "def get_return_risk(port_i_weights_array,his_prices_df,risk_free,trade_days=250):\n",
    "    #计算各成分股的历史日对数收益率\n",
    "    his_day_returns = np.log(his_prices_df / his_prices_df.shift(-1))\n",
    "    \n",
    "    #组合的日收益率用成分股的日收益率乘权重再相加得到\n",
    "    #日收益率均值进行年化\n",
    "    port_i_year_return = np.sum(his_day_returns.mean()*trade_days*port_i_weights_array)\n",
    "    \n",
    "    #组合的日方差根据日收益率的协方差矩阵和权重得到\n",
    "    #日方差均值进行年化\n",
    "    port_i_year_sigma = np.sqrt(np.dot(port_i_weights_array, np.dot(his_day_returns.cov()*trade_days, \n",
    "                                                                    port_i_weights_array.T)))\n",
    "    \n",
    "    #计算各组合的夏普比率\n",
    "    port_i_year_sr=(port_i_year_return-risk_free)/port_i_year_sigma\n",
    "    \n",
    "    return port_i_year_return,port_i_year_sigma,port_i_year_sr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:42:25.860213Z",
     "start_time": "2018-11-29T11:42:25.825308Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#根据单个投资，投资组合数量来生成投资组合\n",
    "def montecarlo_portfolios(stock_list,number,start_date,end_date,risk_free,trade_days=250):\n",
    "    port_weights_list = []\n",
    "    port_returns_list = []\n",
    "    port_sigmas_list = []\n",
    "    port_sr_list = []\n",
    "    \n",
    "    #成分股每日收盘价格列表\n",
    "    his_prices_df =get_prices(stock_list,start_date,end_date,'close') \n",
    "    \n",
    "    #蒙特卡洛模拟，产生number个投资组合\n",
    "    for i in range(number):\n",
    "        #随机生成每个投资组合中每个资产的权重\n",
    "        weights_i_array = np.random.random(len(stock_list))\n",
    "        weights_i_array /=np.sum(weights_i_array)\n",
    "        #计算本次组合的收益和风险\n",
    "        port_i_year_return,port_i_year_sigma,port_i_year_sr = get_return_risk(weights_i_array,\n",
    "                                                                              his_prices_df,risk_free)       \n",
    "        #本次投资组合的权重信息加入权重列表\n",
    "        port_weights_list.append(weights_i_array)\n",
    "        #本次投资组合的收益率信息加入收益率列表\n",
    "        port_returns_list.append(port_i_year_return)\n",
    "        #本次投资组合的方差信息加入标准差列表\n",
    "        port_sigmas_list.append(port_i_year_sigma)\n",
    "        #本次投资组合的夏普比率加入夏普比率列表\n",
    "        port_sr_list.append(port_i_year_sr)\n",
    "        \n",
    "    #列表转为ndarray\n",
    "    port_weights_array = np.array(port_weights_list)\n",
    "    port_returns_array = np.array(port_returns_list)\n",
    "    port_sigmas_array = np.array(port_sigmas_list)\n",
    "    port_sr_array = np.array(port_sr_list)        \n",
    "    #print(port_weights_array.shape,port_returns_array.shape,port_sigmas_array.shape,port_sr_array.shape)\n",
    "    return port_weights_array,port_returns_array,port_sigmas_array,port_sr_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:42:25.881157Z",
     "start_time": "2018-11-29T11:42:25.863206Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#RF = ts.shibor_data('2018')['1Y'].mean()\n",
    "RF = 0.0355\n",
    "START_DATE='20160101'\n",
    "#END_DATE=datetime.datetime.now().strftime('%Y%m%d')\n",
    "END_DATE='20171231'\n",
    "\n",
    "#上证50成分股列表\n",
    "SH50_CODE_LIST = ['603993.sh','601989.sh','601988.sh','601881.sh','601878.sh','601857.sh','601818.sh',\n",
    "              '601800.sh','601766.sh','601688.sh','601668.sh','601628.sh','601601.sh','601398.sh',\n",
    "              '601390.sh','601360.sh','601336.sh','601328.sh','601318.sh','601288.sh','601229.sh',\n",
    "              '601211.sh','601186.sh','601169.sh','601166.sh','601088.sh','601006.sh','600999.sh',\n",
    "              '600958.sh','600887.sh','600703.sh','600690.sh','600606.sh','600585.sh','600547.sh',\n",
    "              '600519.sh','600340.sh','600309.sh','600276.sh','600111.sh','600104.sh','600050.sh',\n",
    "              '600048.sh','600036.sh','600030.sh','600029.sh','600028.sh','600019.sh','600016.sh',\n",
    "              '600000.sh']\n",
    "\n",
    "\n",
    "#股票数量\n",
    "STOCK_NUMS = len(SH50_CODE_LIST)\n",
    "\n",
    "#用蒙特卡洛模拟生成投资组合的个数\n",
    "PORT_NUM = 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:43:18.527427Z",
     "start_time": "2018-11-29T11:42:25.883152Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#获取上证50成分股16、17两年的每日收盘价\n",
    "SH50_PRICE_DF = get_prices(SH50_CODE_LIST,START_DATE,END_DATE,'close')\n",
    "\n",
    "#PORT_WEIGHTS,PORT_RETURNS,PORT_SIGMAS,PORT_SR分别为各投资组合的权重信息，收益率，标准差，夏普比率\n",
    "PORT_WEIGHTS,PORT_RETURNS,PORT_SIGMAS,PORT_SR = montecarlo_portfolios(SH50_CODE_LIST,\n",
    "                                                                      PORT_NUM,START_DATE,END_DATE,RF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:43:19.280193Z",
     "start_time": "2018-11-29T11:43:18.529201Z"
    }
   },
   "outputs": [
    {
     "data": {
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EVCklM0REapG1lql/vYt5zzyHO81HPByhw4nHc/To/+JJT092eHvMWsuCx59k7gMPYx0L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\nYTMnqYYaathXEZ92fr+FUkq9Vvj8uIisrZbIgBqZUcO/KcRxqP/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HmvM+yvOQ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S76mg7SumE19Oinx7V1I2rHlvLn2vfxZ0zAHXPmnpXLcXBOuVhnWgnWYpk6nSZ32FF7tO8a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\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hNn1m81dBSTkSHMdR32L/Q1HgjweN3oXasBvYsBvuwbckhzsPDL5yArquCcoW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\nBjMkSZIkSVJP+f8B4ORP5mPVimIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,10))\n",
    "#用散点图绘制，越红Sharpe Ratio越大\n",
    "plt.scatter(PORT_SIGMAS, PORT_RETURNS, c=PORT_SR, marker = 'o', cmap='Reds')\n",
    "plt.grid(True)\n",
    "plt.xlabel('Excepted Volatility',fontsize=15)\n",
    "plt.ylabel('Expected Return',fontsize=15)\n",
    "plt.colorbar(label = 'Sharpe Ratio')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:43:19.288203Z",
     "start_time": "2018-11-29T11:43:19.282188Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#求最大夏普比率的点\n",
    "#最小化的目标函数用夏普指数的负值\n",
    "def min_negtive_sharpe(init_weights_array):\n",
    "    return -get_return_risk(init_weights_array,SH50_PRICE_DF,RF)[2]\n",
    "\n",
    "#求最小风险的点\n",
    "#最小化的目标函数用标准差\n",
    "def min_sigma(init_weights_array):\n",
    "    return get_return_risk(init_weights_array,SH50_PRICE_DF,RF)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:43:19.301136Z",
     "start_time": "2018-11-29T11:43:19.290192Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#约束是所有参数(权重)的总和为1。用minimize函数的约定表达如下\n",
    "CONS = ({'type':'eq', 'fun':lambda x: np.sum(x)-1})\n",
    "#将参数值(权重)限制在0.001和1之间,保证前沿上的点包含了所有资产\n",
    "BNDS = tuple((0.001,1.0) for x in range(STOCK_NUMS))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:43:26.694110Z",
     "start_time": "2018-11-29T11:43:19.304130Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#优化函数调用中忽略的唯一输入是起始参数列表(对权重的初始猜测)。我们简单的使用平均分布。\n",
    "#MAX_SHARP['x']是最大夏普比率的组合中各股票的权重\n",
    "MAX_SHARP = minimize(min_negtive_sharpe, STOCK_NUMS*[1./STOCK_NUMS,], method = 'SLSQP', \n",
    "                         bounds = BNDS, constraints = CONS)\n",
    "\n",
    "#优化函数调用中忽略的唯一输入是起始参数列表(对权重的初始猜测)。我们简单的使用平均分布。\n",
    "#MIN_SIGMA['x']是最小标准差的组合中各股票的权重\n",
    "MIN_SIGMA = minimize(min_sigma, STOCK_NUMS*[1./STOCK_NUMS,],method = 'SLSQP', \n",
    "                         bounds = BNDS, constraints = CONS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:43:26.712871Z",
     "start_time": "2018-11-29T11:43:26.695905Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#计算有效前沿上的投资组合\n",
    "def get_efficient_frontier(price_df,rf):\n",
    "    stock_num = price_df.shape[1]\n",
    "    frontier_returns_array = np.linspace(0.0,0.5,50)\n",
    "    frontier_sigma_array = []\n",
    "\n",
    "    #遍历每个收益率，去寻找风险最小的投资组合\n",
    "    for ret in frontier_returns_array:\n",
    "        #约束条件：1.收益率等于ret；2.各权重和等于1\n",
    "        frontier_cons = ({'type':'eq','fun':lambda x:get_return_risk(x,price_df,rf)[0]-ret},\n",
    "                         {'type':'eq','fun':lambda x:np.sum(x)-1})\n",
    "        frontier_point = minimize(min_sigma, stock_num*[1./stock_num,],method = 'SLSQP', \n",
    "                                      bounds = BNDS, constraints = frontier_cons)\n",
    "        #print(frontier_point['x'])\n",
    "        frontier_sigma_array.append(frontier_point['fun'])\n",
    "        \n",
    "    frontier_sigma_array = np.array(frontier_sigma_array)\n",
    "    return frontier_returns_array,frontier_sigma_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:48:06.070732Z",
     "start_time": "2018-11-29T11:43:26.714814Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "FRONTIER_RETURNS_ARRAY,FRONTIER_SIGMA_ARRAY = get_efficient_frontier(SH50_PRICE_DF,RF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-29T11:53:48.773046Z",
     "start_time": "2018-11-29T11:53:48.017841Z"
    }
   },
   "outputs": [
    {
     "data": {
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AAACPePTRR3XzzTerWbNmevfdd/XFF19o1KhR+uyzzzR8+HDXuDp16uj9998v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xiBQUoB1Ac07uQ/NarXiG/7JeFZr+1sHhkleM5zB85dURRFUQ4atLq7EBUtlIOWRivhyz97iM9c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\nIUmSJEmSutL/AwELmYgmqT/rAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制图形\n",
    "plt.figure(figsize = (20,10))\n",
    "plt.scatter(PORT_SIGMAS, PORT_RETURNS, c=PORT_SR, marker = 'o', cmap='Reds')\n",
    "\n",
    "plt.grid(True)\n",
    "plt.xlabel('Excepted Volatility',fontsize=15)\n",
    "plt.ylabel('Expected Return',fontsize=15)\n",
    "plt.colorbar(label = 'Sharpe ratio')\n",
    "\n",
    "#叉号代表有效前沿\n",
    "EFFICIENT_FRONTIER=plt.scatter(FRONTIER_SIGMA_ARRAY, FRONTIER_RETURNS_ARRAY, marker = 'x')\n",
    "#黑点代表最高sharpe组合\n",
    "MAX_SHARP_POINT,=plt.plot(get_return_risk(MAX_SHARP['x'],SH50_PRICE_DF,RF)[1], \n",
    "                          get_return_risk(MAX_SHARP['x'],SH50_PRICE_DF,RF)[0], \n",
    "                          'k.', markersize = 15.0)\n",
    "#绘制CML\n",
    "CML,=plt.plot([0,get_return_risk(MAX_SHARP['x'],SH50_PRICE_DF,RF)[1],\n",
    "               2*get_return_risk(MAX_SHARP['x'],SH50_PRICE_DF,RF)[1]],\n",
    "              [RF,get_return_risk(MAX_SHARP['x'],SH50_PRICE_DF,RF)[0],\n",
    "              2*(get_return_risk(MAX_SHARP['x'],SH50_PRICE_DF,RF)[0]-RF)])\n",
    "#绿点代表最小方差组合\n",
    "MIN_SIGMA_POINT,=plt.plot(get_return_risk(MIN_SIGMA['x'],SH50_PRICE_DF,RF)[1], \n",
    "                          get_return_risk(MIN_SIGMA['x'],SH50_PRICE_DF,RF)[0], \n",
    "                          'g.', markersize = 15.0)\n",
    "        \n",
    "plt.legend([EFFICIENT_FRONTIER,MAX_SHARP_POINT,CML,MIN_SIGMA_POINT],\n",
    "           [\"Efficient Frontier\",\"max sharpe point\",\"CML\",\"min sigma point\"], \n",
    "           loc=\"upper right\",fontsize=15)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  }
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